ML Analysis — SPARTANBURG HOSPITAL FOR RESTORATIVE
CCN 422004 | Clustering + Distress + RCM Opportunity
🛡️ Public data only — no PHI permitted on this instance.
Investability Score
Hold / Selective — investigate specific opportunities but be prepared for execution risk.
51
/ 100 (C)
Financial Health5/25
RCM Upside20/25
Market Position14/20
Demand Defensibility8/15
Operational Efficiency4/15
Entry Multiple: 8.0x – 10.0x
Est. MOIC: 1.9x
Risk Factors:
- Negative operating margin
- Small facility (<50 beds) — limited scale
- Expenses exceed revenue
Catalysts:
- Strong commercial payer base protects revenue
- Limited competition supports pricing power
Margin Prediction (Trained Ridge Model)
-1.6%
R²=0.34 | n=4,907 | Grade B | Actual: -15.2%
Ridge regression trained on 4,907 HCRIS hospitals. 90% CI: [-29.9%, 26.7%]. P58 nationally.
| Driver | Value | Effect | Explanation | |
|---|---|---|---|---|
| Revenue/Bed | 569977.375 | -0.1409 | Lower Revenue/Bed decreases predicted margin | |
| Expense/Bed | 656565.150 | +0.1233 | Higher Expense/Bed increases predicted margin | |
| State Peer Margin | 0.013 | +0.0432 | Higher State Peer Margin increases predicted margi | |
| Bed Count | 40.000 | +0.0170 | Higher Bed Count increases predicted margin | |
| Log(Beds) | 3.689 | -0.0159 | Lower Log(Beds) decreases predicted margin |
Turnaround: 47%Turnaround possible (47%) but uncertain. Margin improvement depends on improving Revenue/Bed.
Suburban Community Hospit
Archetype
44.4%
Distress Risk
$4.1M
RCM Opportunity
A
Opportunity Grade
2.8%
Projected Margin
Cluster: Suburban Community Hospital
Percentile within cluster: P84. Community hospitals — the largest PE deal category. Focus on RCM improvement and cost optimization at 9-11x.
Nearest Peers
| Hospital | State | Beds |
|---|---|---|
| PROMEDICA HICKMAN HOSPITAL | MI | 58 |
| WATAUGA MEDICAL CENTER | NC | 95 |
| ST LUKES HOSPITAL - EASTON CAMPUS | PA | 29 |
| CULPEPER MEMORIAL HOSPITAL | VA | 70 |
| SOUTHSIDE COMMUNITY HOSPITAL | VA | 80 |
| SPECTRUM HEALTH LUDINGTON | MI | 45 |
Distress Analysis
Risk: Elevated
National distress rate: 49.3%
SC distress rate: 34.1%
Model AUC: 0.629
| Factor | Value | Contribution | Direction |
|---|---|---|---|
| Occupancy Rate | 0.740 | -0.199 | ▼ risk |
| Medicaid Day Pct | 0.006 | -0.083 | ▼ risk |
| Revenue Per Bed | 569977.375 | +0.060 | ▲ risk |
| Medicare Day Pct | 0.523 | +0.034 | ▲ risk |
| Beds | 40.000 | -0.015 | ▼ risk |
| Net To Gross Ratio | 0.380 | +0.005 | ▲ risk |
RCM Improvement Opportunity
Total (risk-adjusted): $4.1M
Current margin: -15.2%
Projected margin: 2.8%
Grade: A
Comps: 41
Gap analysis vs P75 peers with 60% closure assumption. Confidence-weighted by lever implementation difficulty.
| Lever | Current | Benchmark | Gap | Impact | Confidence | Timeline |
|---|---|---|---|---|---|---|
| Payer Mix Optimization | 0.472 | 0.699 | 22.8% | $3.4M | 50% | 24mo |
| Net-to-Gross Ratio Improvement | 0.380 | 0.601 | 22.1% | $589K | 65% | 18mo |
| Occupancy Improvement | 0.740 | 0.755 | 1.5% | $102K | 55% | 24mo |
Predicted RCM Performance (Public Data Only)
A
RCM Grade
Strong RCM profile — likely low-risk from an operations perspective. Focus diligence on growth thesis.
| Metric | Predicted | 90% CI | Percentile | Assessment |
|---|---|---|---|---|
| Denial Rate | 2.0% | [2.0%, 25.0%] | P0 | Strong — predicted denial rate is in the top third nationall |
| Days in AR | 28.6 | [25.0, 75.0] | P47 | Strong — predicted days in ar is in the top third nationally |
| Clean Claim Rate | 98.0% | [80.0%, 98.0%] | P0 | Strong — predicted clean claim rate is in the top third. |
| Net Collection Rate | 99.5% | [90.0%, 99.5%] | P8 | Strong — predicted net collection rate is in the top third. |